{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,2]],"date-time":"2026-05-02T18:04:58Z","timestamp":1777745098123,"version":"3.51.4"},"reference-count":41,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2018,6,1]],"date-time":"2018-06-01T00:00:00Z","timestamp":1527811200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2018,6,1]],"date-time":"2018-06-01T00:00:00Z","timestamp":1527811200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Remote Sensing of Environment"],"published-print":{"date-parts":[[2018,6]]},"DOI":"10.1016\/j.rse.2018.02.069","type":"journal-article","created":{"date-parts":[[2018,3,21]],"date-time":"2018-03-21T06:33:19Z","timestamp":1521613999000},"page":"179-192","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":15,"special_numbering":"C","title":["Calibration of nationwide airborne laser scanning based stem volume models"],"prefix":"10.1016","volume":"210","author":[{"given":"Eetu","family":"Kotivuori","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Matti","family":"Maltamo","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9352-0114","authenticated-orcid":false,"given":"Lauri","family":"Korhonen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1804-0011","authenticated-orcid":false,"given":"Petteri","family":"Packalen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"78","reference":[{"key":"10.1016\/j.rse.2018.02.069_bb0005","series-title":"Mets\u00e4nhoidon suositukset (Forest management recommendations). Mets\u00e4talouden kehitt\u00e4miskeskus Tapion julkaisuja (Forestry Development Centre - Tapio's publications)","author":"\u00c4ij\u00e4l\u00e4","year":"2014"},{"key":"10.1016\/j.rse.2018.02.069_bb0010","doi-asserted-by":"crossref","first-page":"322","DOI":"10.1016\/j.rse.2014.10.004","article-title":"Generalizing predictive models of forest inventory attributes using an area-based approach with airborne LiDAR data","volume":"156","author":"Bouvier","year":"2015","journal-title":"Remote Sens. Environ."},{"issue":"1","key":"10.1016\/j.rse.2018.02.069_bb0015","first-page":"4","article-title":"Mixed-effects models for estimating stand volume by means of small footprint airborne laser scanner data","volume":"21","author":"Breidenbach","year":"2008","journal-title":"Photogramm. J. Finland"},{"key":"10.1016\/j.rse.2018.02.069_bb9995","series-title":"ArcGIS Desktop: Release 10.3. Cell Statistics","author":"ESRI","year":"2014"},{"key":"10.1016\/j.rse.2018.02.069_bb0020","author":"European Environment Agency"},{"key":"10.1016\/j.rse.2018.02.069_bb0025","author":"Finnish Environment Institute (SYKE)"},{"key":"10.1016\/j.rse.2018.02.069_bb0030","author":"Finnish Meteorological Institute"},{"key":"10.1016\/j.rse.2018.02.069_bb0035","author":"Geological Survey of Finland"},{"issue":"9","key":"10.1016\/j.rse.2018.02.069_bb0040","doi-asserted-by":"crossref","first-page":"11036","DOI":"10.3390\/rs70911036","article-title":"Prediction of canopy heights over a large region using heterogeneous lidar datasets: efficacy and challenges","volume":"7","author":"Gopalakrishnan","year":"2015","journal-title":"Remote Sens."},{"key":"10.1016\/j.rse.2018.02.069_bb0045","first-page":"118","article-title":"The accuracy of large-area forest canopy cover estimation using Landsat in boreal region","volume":"53","author":"Hadi","year":"2016","journal-title":"Int. J. Appl. Earth Obs. Geoinf."},{"key":"10.1016\/j.rse.2018.02.069_bb0050","doi-asserted-by":"crossref","first-page":"294","DOI":"10.1016\/j.agrformet.2014.09.004","article-title":"Response of radial increment variation of Scots pine to temperature, precipitation and soil water content along a latitudinal gradient across Finland and Estonia","volume":"198\u2013199","author":"Henttonen","year":"2014","journal-title":"Agric. For. Meteorol."},{"issue":"4","key":"10.1016\/j.rse.2018.02.069_bb0055","doi-asserted-by":"crossref","first-page":"312","DOI":"10.5589\/m07-029","article-title":"The influence of flying altitude, beam divergence, and pulse repetition frequency on laser pulse return intensity and canopy frequency distribution","volume":"33","author":"Hopkinson","year":"2007","journal-title":"Can. J. Remote. Sens."},{"key":"10.1016\/j.rse.2018.02.069_bb0060","series-title":"Mets\u00e4tyypit \u2013 opas kasvupaikkojen luokitteluun","author":"Hotanen","year":"2008"},{"issue":"4","key":"10.1016\/j.rse.2018.02.069_bb0065","doi-asserted-by":"crossref","first-page":"361","DOI":"10.1080\/00031305.1996.10473566","article-title":"Sample quantiles in statistical packages","volume":"50","author":"Hyndman","year":"1996","journal-title":"Am. Stat."},{"key":"10.1016\/j.rse.2018.02.069_bb0070","series-title":"Suomen kasvimaantiede","author":"Kalliola","year":"1973"},{"key":"10.1016\/j.rse.2018.02.069_bb0075","first-page":"349","article-title":"Effect of flying altitude, scanning angle and scanning mode on the accuracy of ALS based forest inventory","volume":"52","author":"Ker\u00e4nen","year":"2016","journal-title":"Int. J. Appl. Earth Obs. Geoinf."},{"issue":"4","key":"10.1016\/j.rse.2018.02.069_bb0080","doi-asserted-by":"crossref","DOI":"10.14214\/sf.1567","article-title":"Nationwide airborne laser scanning based models for volume, biomass and dominant height in Finland","volume":"50","author":"Kotivuori","year":"2016","journal-title":"Silva Fenn."},{"key":"10.1016\/j.rse.2018.02.069_bb0085","series-title":"Taper curve and volume functions for pine, spruce and birch","volume":"108","author":"Laasasenaho","year":"1982"},{"key":"10.1016\/j.rse.2018.02.069_bb0090","first-page":"182","article-title":"Mets\u00e4biometrian menetelmi\u00e4 (Methods of forest biometrics)","author":"Lappi","year":"1993"},{"key":"10.1016\/j.rse.2018.02.069_bb0095","series-title":"Forestry Applications of Airborne Laser Scanning - Concepts and Case Studies. Managing Forest Ecosystems","first-page":"241","article-title":"Species-specific management inventory in Finland","author":"Maltamo","year":"2014"},{"issue":"9","key":"10.1016\/j.rse.2018.02.069_bb0100","doi-asserted-by":"crossref","first-page":"1138","DOI":"10.1139\/cjfr-2016-0086","article-title":"Large-scale prediction of aboveground biomass in heterogeneous mountain forests by means of airborne laser scanning","volume":"46","author":"Maltamo","year":"2016","journal-title":"Can. J. For. Res."},{"key":"10.1016\/j.rse.2018.02.069_bb0105","series-title":"Forest biometrics with examples in R","author":"Meht\u00e4talo","year":"2016"},{"key":"10.1016\/j.rse.2018.02.069_bb0110","doi-asserted-by":"crossref","first-page":"356","DOI":"10.1016\/j.rse.2005.07.012","article-title":"Assessing sensor effects and effects of leaf-off and leaf-on canopy conditions on biophysical stand properties derived from small-footprint airborne laser data","volume":"98","author":"N\u00e6sset","year":"2005","journal-title":"Remote Sens. Environ."},{"key":"10.1016\/j.rse.2018.02.069_bb0115","doi-asserted-by":"crossref","first-page":"148","DOI":"10.1016\/j.rse.2008.09.001","article-title":"Effects of different sensors, flying altitudes, and pulse repetition frequencies on forest canopy metrics and biophysical stand properties derived from small-footprint airborne laser data","volume":"113","author":"N\u00e6sset","year":"2009","journal-title":"Remote Sens. Environ."},{"key":"10.1016\/j.rse.2018.02.069_bb0120","series-title":"Forestry Applications of Airborne Laser Scanning - Concepts and Case Studies. Managing Forest Ecosystems","first-page":"215","article-title":"Area-based inventory in Norway \u2013 from innovation to an operational reality","author":"N\u00e6sset","year":"2014"},{"key":"10.1016\/j.rse.2018.02.069_bb0125","doi-asserted-by":"crossref","first-page":"3079","DOI":"10.1016\/j.rse.2008.03.004","article-title":"Estimation of above- and below- ground biomass across regions of the boreal forest zone using airborne laser","volume":"112","author":"N\u00e6sset","year":"2008","journal-title":"Remote Sens. Environ."},{"key":"10.1016\/j.rse.2018.02.069_bb0130","doi-asserted-by":"crossref","first-page":"541","DOI":"10.1016\/j.rse.2004.11.010","article-title":"Comparing regression methods in estimation of biophysical properties of forest stands from two different inventories using laser scanner data","volume":"94","author":"N\u00e6sset","year":"2005","journal-title":"Remote Sens. Environ."},{"key":"10.1016\/j.rse.2018.02.069_bb0135","series-title":"Vegetation Indices 16-day L3 Global 250 m, MOD13Q1. Version 5. NASA EOSDIS Land Processes DAAC, USGS Earth Resources Observation and Science (EROS) Center, Sioux Falls, South Dakota","author":"NASA LP DAAC","year":"2011"},{"key":"10.1016\/j.rse.2018.02.069_bb0140","author":"National Land Survey of Finland"},{"key":"10.1016\/j.rse.2018.02.069_bb9820","author":"Natural Resources Institute Finland (Luke)"},{"key":"10.1016\/j.rse.2018.02.069_bb9825","author":"Natural Resources Institute Finland (Luke)"},{"key":"10.1016\/j.rse.2018.02.069_bb0150","doi-asserted-by":"crossref","first-page":"447","DOI":"10.1016\/j.rse.2016.10.022","article-title":"A nationwide forest attribute map of Sweden predicted using airborne laser scanning data and field data from the National Forest Inventory","volume":"194","author":"Nilsson","year":"2017","journal-title":"Remote Sens. Environ."},{"issue":"2","key":"10.1016\/j.rse.2018.02.069_bb0155","first-page":"143","article-title":"Estimation of local values of monthly mean temperature, effective temperature sum and precipitation sum from the measurements made by the Finnish Meteorological Office","volume":"17","author":"Ojansuu","year":"1983","journal-title":"Silva Fenn."},{"key":"10.1016\/j.rse.2018.02.069_bb0160","series-title":"Mets\u00e4nkasvatus - menetelm\u00e4t ja kannattavuus","first-page":"15","article-title":"Kasvupaikka ja puuntuotoskyky","author":"Ojansuu","year":"2014"},{"key":"10.1016\/j.rse.2018.02.069_bb0165","series-title":"Forest Dynamics, Growth and Yield. From Measurement to Model","author":"Pretzsch","year":"2009"},{"key":"10.1016\/j.rse.2018.02.069_bb0170","author":"R Core Team"},{"issue":"5","key":"10.1016\/j.rse.2018.02.069_bb0175","article-title":"Use of models in large-area forest surveys: comparing model-assisted, model-based and hybrid estimation","volume":"3","author":"St\u00e5hl","year":"2016","journal-title":"For. Ecosyst."},{"key":"10.1016\/j.rse.2018.02.069_bb0180","first-page":"281","article-title":"Simulated snowmelt and infiltration into frozen soil affected root growth, needle structure and physiology of Scots pine saplings","volume":"19","author":"Sutinen","year":"2014","journal-title":"Boreal Environ. Res."},{"issue":"1","key":"10.1016\/j.rse.2018.02.069_bb0185","doi-asserted-by":"crossref","first-page":"91","DOI":"10.14214\/sf.164","article-title":"Using mixed estimation for combining airborne laser scanning data in two different forest areas","volume":"44","author":"Suvanto","year":"2010","journal-title":"Silva Fenn."},{"key":"10.1016\/j.rse.2018.02.069_bb0190","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.rse.2004.04.003","article-title":"Using coarse scale forest variables as ancillary information and weighting of variables in k-NN estimation: a genetic algorithm approach","volume":"92","author":"Tomppo","year":"2004","journal-title":"Remote Sens. Environ."},{"key":"10.1016\/j.rse.2018.02.069_bb0195","series-title":"Forestry Applications of Airborne Laser Scanning - Concepts and Case Studies. Managing Forest Ecosystems","first-page":"1","article-title":"Introduction to forest applications of airborne laser scanning","author":"Vauhkonen","year":"2014"}],"container-title":["Remote Sensing of Environment"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0034425718300816?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0034425718300816?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2025,9,22]],"date-time":"2025-09-22T01:27:18Z","timestamp":1758504438000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0034425718300816"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,6]]},"references-count":41,"alternative-id":["S0034425718300816"],"URL":"https:\/\/doi.org\/10.1016\/j.rse.2018.02.069","relation":{},"ISSN":["0034-4257"],"issn-type":[{"value":"0034-4257","type":"print"}],"subject":[],"published":{"date-parts":[[2018,6]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Calibration of nationwide airborne laser scanning based stem volume models","name":"articletitle","label":"Article Title"},{"value":"Remote Sensing of Environment","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.rse.2018.02.069","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2018 Elsevier Inc. All rights reserved.","name":"copyright","label":"Copyright"}]}}